Dataset statistics
| Number of variables | 11 |
|---|---|
| Number of observations | 250 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 21.6 KiB |
| Average record size in memory | 88.5 B |
Variable types
| NUM | 11 |
|---|
Reproduction
| Analysis started | 2020-08-25 00:50:48.479119 |
|---|---|
| Analysis finished | 2020-08-25 00:51:06.006737 |
| Duration | 17.53 seconds |
| Version | pandas-profiling v2.8.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
oz2 is highly correlated with oz1 | High correlation |
oz1 is highly correlated with oz2 | High correlation |
oz1 has unique values | Unique |
oz2 has unique values | Unique |
oz3 has unique values | Unique |
oz4 has unique values | Unique |
oz5 has unique values | Unique |
oz6 has unique values | Unique |
oz7 has unique values | Unique |
oz8 has unique values | Unique |
oz9 has unique values | Unique |
oz10 has unique values | Unique |
target has unique values | Unique |
| Distinct count | 250 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -1.5236437320709228e-09 |
|---|---|
| Minimum | -2.0413215160369877 |
| Maximum | 2.0246267318725586 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | -2.041321516 |
|---|---|
| 5-th percentile | -1.579140973 |
| Q1 | -0.7816294283 |
| median | -0.04223147035 |
| Q3 | 0.7419174463 |
| 95-th percentile | 1.594945431 |
| Maximum | 2.024626732 |
| Range | 4.065948248 |
| Interquartile range (IQR) | 1.523546875 |
Descriptive statistics
| Standard deviation | 1 |
|---|---|
| Coefficient of variation (CV) | -656321408.3 |
| Kurtosis | -0.896800133 |
| Mean | -1.523643732e-09 |
| Median Absolute Deviation (MAD) | 0.778742224 |
| Skewness | 0.01560890068 |
| Sum | -3.80910933e-07 |
| Variance | 1 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -1.222651005 | 1 | 0.4% | |
| -0.8835781813 | 1 | 0.4% | |
| 0.8584234715 | 1 | 0.4% | |
| 1.641533256 | 1 | 0.4% | |
| 0.4783655107 | 1 | 0.4% | |
| -1.628561974 | 1 | 0.4% | |
| 0.4490857124 | 1 | 0.4% | |
| 0.9420557618 | 1 | 0.4% | |
| -1.680981994 | 1 | 0.4% | |
| 1.891812444 | 1 | 0.4% | |
| 0.01464027632 | 1 | 0.4% | |
| -0.5182203054 | 1 | 0.4% | |
| -0.5276814699 | 1 | 0.4% | |
| -0.4282969832 | 1 | 0.4% | |
| 0.2648198605 | 1 | 0.4% | |
| -0.2128045708 | 1 | 0.4% | |
| -1.031483412 | 1 | 0.4% | |
| 1.386026978 | 1 | 0.4% | |
| -1.046591759 | 1 | 0.4% | |
| -1.096960664 | 1 | 0.4% | |
| -1.216028452 | 1 | 0.4% | |
| -0.9082452059 | 1 | 0.4% | |
| -0.8018946052 | 1 | 0.4% | |
| 0.6407589316 | 1 | 0.4% | |
| -1.846940637 | 1 | 0.4% | |
| Other values (225) | 225 | 90.0% |
| Value | Count | Frequency (%) | |
| -2.041321516 | 1 | 0.4% | |
| -2.017269135 | 1 | 0.4% | |
| -2.014097452 | 1 | 0.4% | |
| -2.006830215 | 1 | 0.4% | |
| -2.003599882 | 1 | 0.4% | |
| -1.97378695 | 1 | 0.4% | |
| -1.846940637 | 1 | 0.4% | |
| -1.727033734 | 1 | 0.4% | |
| -1.680981994 | 1 | 0.4% | |
| -1.671977043 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 2.024626732 | 1 | 0.4% | |
| 1.983243585 | 1 | 0.4% | |
| 1.909347534 | 1 | 0.4% | |
| 1.891812444 | 1 | 0.4% | |
| 1.793632507 | 1 | 0.4% | |
| 1.771416426 | 1 | 0.4% | |
| 1.742839336 | 1 | 0.4% | |
| 1.680119991 | 1 | 0.4% | |
| 1.676374197 | 1 | 0.4% | |
| 1.641533256 | 1 | 0.4% |
| Distinct count | 250 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.4475157260894776e-09 |
|---|---|
| Minimum | -1.700232982635498 |
| Maximum | 1.6788511276245115 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | -1.700232983 |
|---|---|
| 5-th percentile | -1.574197102 |
| Q1 | -0.844536081 |
| median | 0.002107570879 |
| Q3 | 0.9269392937 |
| 95-th percentile | 1.50457688 |
| Maximum | 1.678851128 |
| Range | 3.37908411 |
| Interquartile range (IQR) | 1.771475375 |
Descriptive statistics
| Standard deviation | 0.9999999928 |
|---|---|
| Coefficient of variation (CV) | 408577555.6 |
| Kurtosis | -1.215548124 |
| Mean | 2.447515726e-09 |
| Median Absolute Deviation (MAD) | 0.8819093406 |
| Skewness | -0.03938718258 |
| Sum | 6.118789315e-07 |
| Variance | 0.9999999855 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1.012690425 | 1 | 0.4% | |
| -0.3523758054 | 1 | 0.4% | |
| -1.51306653 | 1 | 0.4% | |
| -0.8864147067 | 1 | 0.4% | |
| 0.1478725672 | 1 | 0.4% | |
| 0.4102861583 | 1 | 0.4% | |
| -0.47574085 | 1 | 0.4% | |
| 0.3831457794 | 1 | 0.4% | |
| 1.30357635 | 1 | 0.4% | |
| -1.29331708 | 1 | 0.4% | |
| -0.4067506194 | 1 | 0.4% | |
| -1.693689346 | 1 | 0.4% | |
| 0.9596384764 | 1 | 0.4% | |
| 0.1824138463 | 1 | 0.4% | |
| 0.8566082716 | 1 | 0.4% | |
| -0.7477170825 | 1 | 0.4% | |
| -0.450186491 | 1 | 0.4% | |
| 1.364563346 | 1 | 0.4% | |
| -0.4386229515 | 1 | 0.4% | |
| 1.467101455 | 1 | 0.4% | |
| -1.36977005 | 1 | 0.4% | |
| 0.9718289971 | 1 | 0.4% | |
| -0.1311406493 | 1 | 0.4% | |
| 1.290332556 | 1 | 0.4% | |
| -0.4462175369 | 1 | 0.4% | |
| Other values (225) | 225 | 90.0% |
| Value | Count | Frequency (%) | |
| -1.700232983 | 1 | 0.4% | |
| -1.699207187 | 1 | 0.4% | |
| -1.697496533 | 1 | 0.4% | |
| -1.693689346 | 1 | 0.4% | |
| -1.690988541 | 1 | 0.4% | |
| -1.686082721 | 1 | 0.4% | |
| -1.658872962 | 1 | 0.4% | |
| -1.649405241 | 1 | 0.4% | |
| -1.649250746 | 1 | 0.4% | |
| -1.64773035 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 1.678851128 | 1 | 0.4% | |
| 1.644525886 | 1 | 0.4% | |
| 1.627053261 | 1 | 0.4% | |
| 1.624950051 | 1 | 0.4% | |
| 1.617962599 | 1 | 0.4% | |
| 1.600320458 | 1 | 0.4% | |
| 1.599603415 | 1 | 0.4% | |
| 1.597140551 | 1 | 0.4% | |
| 1.576076865 | 1 | 0.4% | |
| 1.565664172 | 1 | 0.4% |
| Distinct count | 250 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -2.6552006584523725e-09 |
|---|---|
| Minimum | -1.5925809144973757 |
| Maximum | 1.8337846994400024 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | -1.592580914 |
|---|---|
| 5-th percentile | -1.474733639 |
| Q1 | -0.9035370648 |
| median | 0.007326759864 |
| Q3 | 0.7969009131 |
| 95-th percentile | 1.629639512 |
| Maximum | 1.833784699 |
| Range | 3.426365614 |
| Interquartile range (IQR) | 1.700437978 |
Descriptive statistics
| Standard deviation | 1.000000002 |
|---|---|
| Coefficient of variation (CV) | -376619371.2 |
| Kurtosis | -1.185516429 |
| Mean | -2.655200658e-09 |
| Median Absolute Deviation (MAD) | 0.8462611735 |
| Skewness | 0.1106523748 |
| Sum | -6.638001646e-07 |
| Variance | 1.000000005 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -1.376765847 | 1 | 0.4% | |
| 0.449780494 | 1 | 0.4% | |
| 1.377294302 | 1 | 0.4% | |
| 0.5323961377 | 1 | 0.4% | |
| -1.341158748 | 1 | 0.4% | |
| 0.8033145666 | 1 | 0.4% | |
| 0.7003596425 | 1 | 0.4% | |
| -1.353842258 | 1 | 0.4% | |
| 0.6697261333 | 1 | 0.4% | |
| -1.275712848 | 1 | 0.4% | |
| -0.7494092584 | 1 | 0.4% | |
| 0.6310177445 | 1 | 0.4% | |
| -1.211248517 | 1 | 0.4% | |
| -0.7452693582 | 1 | 0.4% | |
| -0.01021047961 | 1 | 0.4% | |
| 0.5538572669 | 1 | 0.4% | |
| 1.548101306 | 1 | 0.4% | |
| -0.9078637362 | 1 | 0.4% | |
| -0.4683339298 | 1 | 0.4% | |
| 0.8517038822 | 1 | 0.4% | |
| -1.109651566 | 1 | 0.4% | |
| 1.359650373 | 1 | 0.4% | |
| -0.6388082504 | 1 | 0.4% | |
| 0.1202562675 | 1 | 0.4% | |
| 1.392845511 | 1 | 0.4% | |
| Other values (225) | 225 | 90.0% |
| Value | Count | Frequency (%) | |
| -1.592580914 | 1 | 0.4% | |
| -1.582095027 | 1 | 0.4% | |
| -1.558479548 | 1 | 0.4% | |
| -1.546549439 | 1 | 0.4% | |
| -1.543700099 | 1 | 0.4% | |
| -1.533992171 | 1 | 0.4% | |
| -1.521961451 | 1 | 0.4% | |
| -1.520004511 | 1 | 0.4% | |
| -1.518283606 | 1 | 0.4% | |
| -1.499910116 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 1.833784699 | 1 | 0.4% | |
| 1.809707522 | 1 | 0.4% | |
| 1.784178257 | 1 | 0.4% | |
| 1.76134479 | 1 | 0.4% | |
| 1.759300113 | 1 | 0.4% | |
| 1.755051136 | 1 | 0.4% | |
| 1.74512732 | 1 | 0.4% | |
| 1.734385967 | 1 | 0.4% | |
| 1.728077173 | 1 | 0.4% | |
| 1.719197154 | 1 | 0.4% |
| Distinct count | 250 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -9.313225746154786e-11 |
|---|---|
| Minimum | -1.76669180393219 |
| Maximum | 1.6461193561553955 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | -1.766691804 |
|---|---|
| 5-th percentile | -1.559347337 |
| Q1 | -0.8262185603 |
| median | -0.01127382927 |
| Q3 | 0.8399041146 |
| 95-th percentile | 1.537759191 |
| Maximum | 1.646119356 |
| Range | 3.41281116 |
| Interquartile range (IQR) | 1.666122675 |
Descriptive statistics
| Standard deviation | 0.9999999981 |
|---|---|
| Coefficient of variation (CV) | -1.073741822e+10 |
| Kurtosis | -1.187462086 |
| Mean | -9.313225746e-11 |
| Median Absolute Deviation (MAD) | 0.8283332288 |
| Skewness | -0.0205385403 |
| Sum | -2.328306437e-08 |
| Variance | 0.9999999962 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -1.725576758 | 1 | 0.4% | |
| 0.2585505247 | 1 | 0.4% | |
| -1.508194447 | 1 | 0.4% | |
| -1.305055141 | 1 | 0.4% | |
| -0.2659595013 | 1 | 0.4% | |
| -0.08144335449 | 1 | 0.4% | |
| -0.7824051976 | 1 | 0.4% | |
| 0.542601645 | 1 | 0.4% | |
| 0.5436300039 | 1 | 0.4% | |
| 0.7003669143 | 1 | 0.4% | |
| -1.668280721 | 1 | 0.4% | |
| 1.618494034 | 1 | 0.4% | |
| -1.195333242 | 1 | 0.4% | |
| 1.125327468 | 1 | 0.4% | |
| -1.667315602 | 1 | 0.4% | |
| -0.4536912441 | 1 | 0.4% | |
| -1.331310749 | 1 | 0.4% | |
| 0.2621700764 | 1 | 0.4% | |
| -1.376874089 | 1 | 0.4% | |
| 1.358705044 | 1 | 0.4% | |
| 0.4921058416 | 1 | 0.4% | |
| 1.253232479 | 1 | 0.4% | |
| -1.518854618 | 1 | 0.4% | |
| 1.405571461 | 1 | 0.4% | |
| 1.207313657 | 1 | 0.4% | |
| Other values (225) | 225 | 90.0% |
| Value | Count | Frequency (%) | |
| -1.766691804 | 1 | 0.4% | |
| -1.749726892 | 1 | 0.4% | |
| -1.725576758 | 1 | 0.4% | |
| -1.713065863 | 1 | 0.4% | |
| -1.689707041 | 1 | 0.4% | |
| -1.668280721 | 1 | 0.4% | |
| -1.66771245 | 1 | 0.4% | |
| -1.667315602 | 1 | 0.4% | |
| -1.63956356 | 1 | 0.4% | |
| -1.636844277 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 1.646119356 | 1 | 0.4% | |
| 1.628504753 | 1 | 0.4% | |
| 1.618494034 | 1 | 0.4% | |
| 1.596719146 | 1 | 0.4% | |
| 1.593193293 | 1 | 0.4% | |
| 1.58843565 | 1 | 0.4% | |
| 1.583089948 | 1 | 0.4% | |
| 1.577948451 | 1 | 0.4% | |
| 1.575389862 | 1 | 0.4% | |
| 1.571789861 | 1 | 0.4% |
| Distinct count | 250 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.0868534445762635e-09 |
|---|---|
| Minimum | -1.9101214408874512 |
| Maximum | 1.609079122543335 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | -1.910121441 |
|---|---|
| 5-th percentile | -1.674334133 |
| Q1 | -0.8697013557 |
| median | 0.1332630143 |
| Q3 | 0.792683363 |
| 95-th percentile | 1.466674793 |
| Maximum | 1.609079123 |
| Range | 3.519200563 |
| Interquartile range (IQR) | 1.662384719 |
Descriptive statistics
| Standard deviation | 1.000000001 |
|---|---|
| Coefficient of variation (CV) | 920087253.4 |
| Kurtosis | -1.117398687 |
| Mean | 1.086853445e-09 |
| Median Absolute Deviation (MAD) | 0.7549061105 |
| Skewness | -0.1919614076 |
| Sum | 2.717133611e-07 |
| Variance | 1.000000001 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1.068358183 | 1 | 0.4% | |
| -1.384080887 | 1 | 0.4% | |
| 1.518731833 | 1 | 0.4% | |
| -0.9571979642 | 1 | 0.4% | |
| 1.044129848 | 1 | 0.4% | |
| 1.471031666 | 1 | 0.4% | |
| 0.8325648904 | 1 | 0.4% | |
| 0.462238431 | 1 | 0.4% | |
| -1.334301949 | 1 | 0.4% | |
| 1.13092196 | 1 | 0.4% | |
| 0.6192977428 | 1 | 0.4% | |
| 1.512358069 | 1 | 0.4% | |
| 0.4030077159 | 1 | 0.4% | |
| -0.6549860239 | 1 | 0.4% | |
| -1.401993275 | 1 | 0.4% | |
| 1.607922792 | 1 | 0.4% | |
| 0.438043505 | 1 | 0.4% | |
| 0.3349330127 | 1 | 0.4% | |
| -0.6290490627 | 1 | 0.4% | |
| 1.211214662 | 1 | 0.4% | |
| -1.820587158 | 1 | 0.4% | |
| -1.065701365 | 1 | 0.4% | |
| 0.7364633679 | 1 | 0.4% | |
| -0.1515224576 | 1 | 0.4% | |
| 1.481531739 | 1 | 0.4% | |
| Other values (225) | 225 | 90.0% |
| Value | Count | Frequency (%) | |
| -1.910121441 | 1 | 0.4% | |
| -1.86593008 | 1 | 0.4% | |
| -1.820587158 | 1 | 0.4% | |
| -1.796409845 | 1 | 0.4% | |
| -1.793164611 | 1 | 0.4% | |
| -1.780880809 | 1 | 0.4% | |
| -1.775056124 | 1 | 0.4% | |
| -1.771365166 | 1 | 0.4% | |
| -1.754716635 | 1 | 0.4% | |
| -1.742946386 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 1.609079123 | 1 | 0.4% | |
| 1.607922792 | 1 | 0.4% | |
| 1.596078753 | 1 | 0.4% | |
| 1.551810503 | 1 | 0.4% | |
| 1.518731833 | 1 | 0.4% | |
| 1.512358069 | 1 | 0.4% | |
| 1.505012751 | 1 | 0.4% | |
| 1.502852321 | 1 | 0.4% | |
| 1.499841928 | 1 | 0.4% | |
| 1.496156216 | 1 | 0.4% |
| Distinct count | 250 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.691522240638733e-09 |
|---|---|
| Minimum | -1.7103198766708374 |
| Maximum | 1.7307419776916504 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | -1.710319877 |
|---|---|
| 5-th percentile | -1.455476886 |
| Q1 | -0.8839021176 |
| median | -0.131203562 |
| Q3 | 0.8938833773 |
| 95-th percentile | 1.57139976 |
| Maximum | 1.730741978 |
| Range | 3.441061854 |
| Interquartile range (IQR) | 1.777785495 |
Descriptive statistics
| Standard deviation | 0.9999999996 |
|---|---|
| Coefficient of variation (CV) | 371536963.2 |
| Kurtosis | -1.252314291 |
| Mean | 2.691522241e-09 |
| Median Absolute Deviation (MAD) | 0.8668711782 |
| Skewness | 0.1048239574 |
| Sum | 6.728805602e-07 |
| Variance | 0.9999999993 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.5049232841 | 1 | 0.4% | |
| -0.132480368 | 1 | 0.4% | |
| -1.428503871 | 1 | 0.4% | |
| -1.710319877 | 1 | 0.4% | |
| 1.569689035 | 1 | 0.4% | |
| -0.129926756 | 1 | 0.4% | |
| 1.3919487 | 1 | 0.4% | |
| 0.9104766846 | 1 | 0.4% | |
| -1.059237719 | 1 | 0.4% | |
| -0.1627863199 | 1 | 0.4% | |
| -0.9332587123 | 1 | 0.4% | |
| -0.9464414716 | 1 | 0.4% | |
| -0.4866473079 | 1 | 0.4% | |
| -0.007123151794 | 1 | 0.4% | |
| -0.5831441879 | 1 | 0.4% | |
| -1.253636599 | 1 | 0.4% | |
| -0.9415137768 | 1 | 0.4% | |
| 0.05086121708 | 1 | 0.4% | |
| -0.538705945 | 1 | 0.4% | |
| -0.8805015683 | 1 | 0.4% | |
| -1.284550071 | 1 | 0.4% | |
| 1.330547929 | 1 | 0.4% | |
| -0.02772909589 | 1 | 0.4% | |
| 1.056394219 | 1 | 0.4% | |
| 0.741746068 | 1 | 0.4% | |
| Other values (225) | 225 | 90.0% |
| Value | Count | Frequency (%) | |
| -1.710319877 | 1 | 0.4% | |
| -1.675873876 | 1 | 0.4% | |
| -1.663063526 | 1 | 0.4% | |
| -1.65204823 | 1 | 0.4% | |
| -1.626953483 | 1 | 0.4% | |
| -1.606650829 | 1 | 0.4% | |
| -1.589506507 | 1 | 0.4% | |
| -1.568786621 | 1 | 0.4% | |
| -1.540512204 | 1 | 0.4% | |
| -1.514142036 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 1.730741978 | 1 | 0.4% | |
| 1.730119824 | 1 | 0.4% | |
| 1.709648252 | 1 | 0.4% | |
| 1.70605886 | 1 | 0.4% | |
| 1.700563669 | 1 | 0.4% | |
| 1.698815107 | 1 | 0.4% | |
| 1.671424866 | 1 | 0.4% | |
| 1.666864753 | 1 | 0.4% | |
| 1.657242656 | 1 | 0.4% | |
| 1.652380705 | 1 | 0.4% |
| Distinct count | 250 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.892928379656269e-10 |
|---|---|
| Minimum | -1.7007205486297607 |
| Maximum | 1.742675542831421 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | -1.700720549 |
|---|---|
| 5-th percentile | -1.508918202 |
| Q1 | -0.8263796866 |
| median | -0.06012387201 |
| Q3 | 0.893899262 |
| 95-th percentile | 1.476506931 |
| Maximum | 1.742675543 |
| Range | 3.443396091 |
| Interquartile range (IQR) | 1.720278949 |
Descriptive statistics
| Standard deviation | 1.000000003 |
|---|---|
| Coefficient of variation (CV) | 2568760340 |
| Kurtosis | -1.24658942 |
| Mean | 3.89292838e-10 |
| Median Absolute Deviation (MAD) | 0.9124290049 |
| Skewness | 0.01945705341 |
| Sum | 9.732320949e-08 |
| Variance | 1.000000006 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1.111936927 | 1 | 0.4% | |
| -0.7106629014 | 1 | 0.4% | |
| 0.7384462953 | 1 | 0.4% | |
| -1.185877562 | 1 | 0.4% | |
| -1.002280593 | 1 | 0.4% | |
| -0.004775023554 | 1 | 0.4% | |
| 1.42121768 | 1 | 0.4% | |
| -1.380200624 | 1 | 0.4% | |
| -1.056955457 | 1 | 0.4% | |
| 0.5008836389 | 1 | 0.4% | |
| -0.2722935975 | 1 | 0.4% | |
| 0.3480735719 | 1 | 0.4% | |
| 0.3804472387 | 1 | 0.4% | |
| -1.340966105 | 1 | 0.4% | |
| -0.6903193593 | 1 | 0.4% | |
| 1.582322121 | 1 | 0.4% | |
| -1.500028491 | 1 | 0.4% | |
| -1.439162254 | 1 | 0.4% | |
| -1.14774704 | 1 | 0.4% | |
| 0.9039503932 | 1 | 0.4% | |
| -1.533127666 | 1 | 0.4% | |
| 0.6622487307 | 1 | 0.4% | |
| -0.3887414634 | 1 | 0.4% | |
| -0.3077941537 | 1 | 0.4% | |
| -1.212179422 | 1 | 0.4% | |
| Other values (225) | 225 | 90.0% |
| Value | Count | Frequency (%) | |
| -1.700720549 | 1 | 0.4% | |
| -1.699203253 | 1 | 0.4% | |
| -1.68810463 | 1 | 0.4% | |
| -1.682130456 | 1 | 0.4% | |
| -1.654846549 | 1 | 0.4% | |
| -1.653733253 | 1 | 0.4% | |
| -1.650066137 | 1 | 0.4% | |
| -1.564528704 | 1 | 0.4% | |
| -1.540579557 | 1 | 0.4% | |
| -1.537952065 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 1.742675543 | 1 | 0.4% | |
| 1.734385252 | 1 | 0.4% | |
| 1.733548045 | 1 | 0.4% | |
| 1.703809977 | 1 | 0.4% | |
| 1.702658415 | 1 | 0.4% | |
| 1.624803782 | 1 | 0.4% | |
| 1.603225946 | 1 | 0.4% | |
| 1.582322121 | 1 | 0.4% | |
| 1.544509649 | 1 | 0.4% | |
| 1.503967643 | 1 | 0.4% |
| Distinct count | 250 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -5.811452865600586e-10 |
|---|---|
| Minimum | -1.6014171838760376 |
| Maximum | 1.6896847486495972 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | -1.601417184 |
|---|---|
| 5-th percentile | -1.50247215 |
| Q1 | -0.9221777171 |
| median | 0.0787101388 |
| Q3 | 0.8757903278 |
| 95-th percentile | 1.522217321 |
| Maximum | 1.689684749 |
| Range | 3.291101933 |
| Interquartile range (IQR) | 1.797968045 |
Descriptive statistics
| Standard deviation | 1.000000001 |
|---|---|
| Coefficient of variation (CV) | -1720740104 |
| Kurtosis | -1.308091525 |
| Mean | -5.811452866e-10 |
| Median Absolute Deviation (MAD) | 0.9124496281 |
| Skewness | 0.02007194044 |
| Sum | -1.452863216e-07 |
| Variance | 1.000000002 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -0.8061514497 | 1 | 0.4% | |
| 1.546191096 | 1 | 0.4% | |
| -1.373393893 | 1 | 0.4% | |
| -1.593117952 | 1 | 0.4% | |
| -0.4131708145 | 1 | 0.4% | |
| 0.1744804233 | 1 | 0.4% | |
| -0.9996779561 | 1 | 0.4% | |
| 0.4126671255 | 1 | 0.4% | |
| 0.8776401281 | 1 | 0.4% | |
| -0.2197660804 | 1 | 0.4% | |
| -0.07252909988 | 1 | 0.4% | |
| -1.592234135 | 1 | 0.4% | |
| -0.7104192376 | 1 | 0.4% | |
| 0.9181189537 | 1 | 0.4% | |
| 0.1688356698 | 1 | 0.4% | |
| -1.349107862 | 1 | 0.4% | |
| 1.235581875 | 1 | 0.4% | |
| 0.2403231263 | 1 | 0.4% | |
| -0.03626262024 | 1 | 0.4% | |
| -0.4844896197 | 1 | 0.4% | |
| 0.4192569852 | 1 | 0.4% | |
| 0.5269861221 | 1 | 0.4% | |
| 0.8404622078 | 1 | 0.4% | |
| 1.255859256 | 1 | 0.4% | |
| -0.4666163921 | 1 | 0.4% | |
| Other values (225) | 225 | 90.0% |
| Value | Count | Frequency (%) | |
| -1.601417184 | 1 | 0.4% | |
| -1.599672556 | 1 | 0.4% | |
| -1.599628091 | 1 | 0.4% | |
| -1.593117952 | 1 | 0.4% | |
| -1.592234135 | 1 | 0.4% | |
| -1.578787446 | 1 | 0.4% | |
| -1.558653235 | 1 | 0.4% | |
| -1.547982454 | 1 | 0.4% | |
| -1.546334147 | 1 | 0.4% | |
| -1.539807796 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 1.689684749 | 1 | 0.4% | |
| 1.657701015 | 1 | 0.4% | |
| 1.642706275 | 1 | 0.4% | |
| 1.624088645 | 1 | 0.4% | |
| 1.601503849 | 1 | 0.4% | |
| 1.595219731 | 1 | 0.4% | |
| 1.591575861 | 1 | 0.4% | |
| 1.584838629 | 1 | 0.4% | |
| 1.58171308 | 1 | 0.4% | |
| 1.579900861 | 1 | 0.4% |
| Distinct count | 250 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -2.840533849024496e-09 |
|---|---|
| Minimum | -1.5810499191284182 |
| Maximum | 1.909033298492432 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | -1.581049919 |
|---|---|
| 5-th percentile | -1.391866654 |
| Q1 | -0.8634512722 |
| median | -0.05371719971 |
| Q3 | 0.846802026 |
| 95-th percentile | 1.680619329 |
| Maximum | 1.909033298 |
| Range | 3.490083218 |
| Interquartile range (IQR) | 1.710253298 |
Descriptive statistics
| Standard deviation | 0.9999999983 |
|---|---|
| Coefficient of variation (CV) | -352046499.5 |
| Kurtosis | -1.199835229 |
| Mean | -2.840533849e-09 |
| Median Absolute Deviation (MAD) | 0.8675299883 |
| Skewness | 0.1936776525 |
| Sum | -7.101334623e-07 |
| Variance | 0.9999999966 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -1.074486136 | 1 | 0.4% | |
| 0.1630001366 | 1 | 0.4% | |
| -0.8453844786 | 1 | 0.4% | |
| -0.7654299736 | 1 | 0.4% | |
| 1.104825616 | 1 | 0.4% | |
| -1.235024333 | 1 | 0.4% | |
| 0.8878574967 | 1 | 0.4% | |
| -1.265945554 | 1 | 0.4% | |
| -0.4070623517 | 1 | 0.4% | |
| -0.5919543505 | 1 | 0.4% | |
| -0.5646092892 | 1 | 0.4% | |
| -0.06312970072 | 1 | 0.4% | |
| 1.124697447 | 1 | 0.4% | |
| 0.3538467586 | 1 | 0.4% | |
| 0.2161493599 | 1 | 0.4% | |
| -0.02853727527 | 1 | 0.4% | |
| 0.134795621 | 1 | 0.4% | |
| -0.7437972426 | 1 | 0.4% | |
| 1.853232265 | 1 | 0.4% | |
| 0.1957135946 | 1 | 0.4% | |
| -0.8448640704 | 1 | 0.4% | |
| -1.245385051 | 1 | 0.4% | |
| 0.114730522 | 1 | 0.4% | |
| 0.6231789589 | 1 | 0.4% | |
| 1.749283195 | 1 | 0.4% | |
| Other values (225) | 225 | 90.0% |
| Value | Count | Frequency (%) | |
| -1.581049919 | 1 | 0.4% | |
| -1.553857327 | 1 | 0.4% | |
| -1.530317545 | 1 | 0.4% | |
| -1.529791117 | 1 | 0.4% | |
| -1.513519049 | 1 | 0.4% | |
| -1.505041599 | 1 | 0.4% | |
| -1.504487276 | 1 | 0.4% | |
| -1.488348842 | 1 | 0.4% | |
| -1.484516501 | 1 | 0.4% | |
| -1.470236182 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 1.909033298 | 1 | 0.4% | |
| 1.872948647 | 1 | 0.4% | |
| 1.853232265 | 1 | 0.4% | |
| 1.843734145 | 1 | 0.4% | |
| 1.809158921 | 1 | 0.4% | |
| 1.764049053 | 1 | 0.4% | |
| 1.757575154 | 1 | 0.4% | |
| 1.749283195 | 1 | 0.4% | |
| 1.746178746 | 1 | 0.4% | |
| 1.733084559 | 1 | 0.4% |
| Distinct count | 250 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.0265579205869243e-09 |
|---|---|
| Minimum | -1.740975260734558 |
| Maximum | 1.6258444786071775 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | -1.740975261 |
|---|---|
| 5-th percentile | -1.636489624 |
| Q1 | -0.8793465942 |
| median | 0.170343861 |
| Q3 | 0.9018402547 |
| 95-th percentile | 1.474127376 |
| Maximum | 1.625844479 |
| Range | 3.366819739 |
| Interquartile range (IQR) | 1.781186849 |
Descriptive statistics
| Standard deviation | 0.9999999999 |
|---|---|
| Coefficient of variation (CV) | 493447529.8 |
| Kurtosis | -1.206181395 |
| Mean | 2.026557921e-09 |
| Median Absolute Deviation (MAD) | 0.8640570194 |
| Skewness | -0.1593230384 |
| Sum | 5.066394801e-07 |
| Variance | 0.9999999998 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1.100584269 | 1 | 0.4% | |
| 0.7003389001 | 1 | 0.4% | |
| 1.559451818 | 1 | 0.4% | |
| 0.3213703036 | 1 | 0.4% | |
| -0.2000125051 | 1 | 0.4% | |
| 1.170244336 | 1 | 0.4% | |
| -1.546219707 | 1 | 0.4% | |
| 0.9329453707 | 1 | 0.4% | |
| -1.490975142 | 1 | 0.4% | |
| 0.4585220218 | 1 | 0.4% | |
| -0.9928299189 | 1 | 0.4% | |
| -0.1911998838 | 1 | 0.4% | |
| -1.702444673 | 1 | 0.4% | |
| 1.331349254 | 1 | 0.4% | |
| -0.334155798 | 1 | 0.4% | |
| 0.1935887635 | 1 | 0.4% | |
| 0.3106038272 | 1 | 0.4% | |
| 0.4598911405 | 1 | 0.4% | |
| -1.594026923 | 1 | 0.4% | |
| 1.544221282 | 1 | 0.4% | |
| 1.148165941 | 1 | 0.4% | |
| 0.1714200228 | 1 | 0.4% | |
| -1.058856606 | 1 | 0.4% | |
| 0.4749176502 | 1 | 0.4% | |
| -1.001230359 | 1 | 0.4% | |
| Other values (225) | 225 | 90.0% |
| Value | Count | Frequency (%) | |
| -1.740975261 | 1 | 0.4% | |
| -1.734512568 | 1 | 0.4% | |
| -1.734483719 | 1 | 0.4% | |
| -1.725105643 | 1 | 0.4% | |
| -1.711690307 | 1 | 0.4% | |
| -1.706858158 | 1 | 0.4% | |
| -1.702528358 | 1 | 0.4% | |
| -1.702444673 | 1 | 0.4% | |
| -1.696139574 | 1 | 0.4% | |
| -1.69319725 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 1.625844479 | 1 | 0.4% | |
| 1.624749541 | 1 | 0.4% | |
| 1.611736417 | 1 | 0.4% | |
| 1.572414517 | 1 | 0.4% | |
| 1.570285082 | 1 | 0.4% | |
| 1.564692855 | 1 | 0.4% | |
| 1.559451818 | 1 | 0.4% | |
| 1.544512153 | 1 | 0.4% | |
| 1.544221282 | 1 | 0.4% | |
| 1.511080027 | 1 | 0.4% |
| Distinct count | 250 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -2.4940818548202514e-09 |
|---|---|
| Minimum | -2.920823097229004 |
| Maximum | 1.9995567798614504 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | -2.920823097 |
|---|---|
| 5-th percentile | -1.706683737 |
| Q1 | -0.7822771221 |
| median | 0.1833977401 |
| Q3 | 0.7385752946 |
| 95-th percentile | 1.396521807 |
| Maximum | 1.99955678 |
| Range | 4.920379877 |
| Interquartile range (IQR) | 1.520852417 |
Descriptive statistics
| Standard deviation | 1.000000002 |
|---|---|
| Coefficient of variation (CV) | -400949151 |
| Kurtosis | -0.575795681 |
| Mean | -2.494081855e-09 |
| Median Absolute Deviation (MAD) | 0.6802890599 |
| Skewness | -0.4825830918 |
| Sum | -6.235204637e-07 |
| Variance | 1.000000004 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -1.035154939 | 1 | 0.4% | |
| 0.03176761791 | 1 | 0.4% | |
| 0.4270966053 | 1 | 0.4% | |
| 0.775087595 | 1 | 0.4% | |
| 1.248410702 | 1 | 0.4% | |
| 0.5233410001 | 1 | 0.4% | |
| -1.605827093 | 1 | 0.4% | |
| -0.9479295611 | 1 | 0.4% | |
| -1.716436625 | 1 | 0.4% | |
| 0.4039316177 | 1 | 0.4% | |
| 0.8190180063 | 1 | 0.4% | |
| 1.495453119 | 1 | 0.4% | |
| -0.3382163346 | 1 | 0.4% | |
| 1.003254771 | 1 | 0.4% | |
| -0.2694514394 | 1 | 0.4% | |
| -1.048167229 | 1 | 0.4% | |
| -1.455320597 | 1 | 0.4% | |
| 0.2112206966 | 1 | 0.4% | |
| 0.3640913665 | 1 | 0.4% | |
| 0.0610986948 | 1 | 0.4% | |
| -0.1527482867 | 1 | 0.4% | |
| 0.07875420153 | 1 | 0.4% | |
| 0.5914598107 | 1 | 0.4% | |
| 0.5270051956 | 1 | 0.4% | |
| -0.1880852729 | 1 | 0.4% | |
| Other values (225) | 225 | 90.0% |
| Value | Count | Frequency (%) | |
| -2.920823097 | 1 | 0.4% | |
| -2.302819014 | 1 | 0.4% | |
| -2.278408051 | 1 | 0.4% | |
| -2.237781048 | 1 | 0.4% | |
| -2.156680584 | 1 | 0.4% | |
| -2.156579494 | 1 | 0.4% | |
| -2.083289623 | 1 | 0.4% | |
| -2.043309927 | 1 | 0.4% | |
| -1.957535505 | 1 | 0.4% | |
| -1.932806849 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 1.99955678 | 1 | 0.4% | |
| 1.822139144 | 1 | 0.4% | |
| 1.651402354 | 1 | 0.4% | |
| 1.596865654 | 1 | 0.4% | |
| 1.498885155 | 1 | 0.4% | |
| 1.498183846 | 1 | 0.4% | |
| 1.495453119 | 1 | 0.4% | |
| 1.467726946 | 1 | 0.4% | |
| 1.45780158 | 1 | 0.4% | |
| 1.429124475 | 1 | 0.4% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| oz1 | oz2 | oz3 | oz4 | oz5 | oz6 | oz7 | oz8 | oz9 | oz10 | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1.262837 | 1.367741 | 0.250939 | 1.194385 | -0.426281 | 1.042024 | 1.414185 | 1.419636 | 0.071424 | 0.727095 | 0.480223 |
| 1 | 0.466952 | 0.193563 | 0.302070 | -0.662642 | -1.308575 | -0.132480 | -1.533128 | 1.179722 | 0.809687 | -0.282259 | -1.187342 |
| 2 | 0.386128 | 0.267796 | 0.139255 | 1.009296 | -0.392022 | -1.420148 | 1.053593 | 0.526986 | 0.185038 | 0.512320 | -0.428225 |
| 3 | 0.536155 | 0.572806 | 0.604992 | -1.028279 | 0.462238 | -0.104650 | -1.439162 | -0.636967 | -1.204536 | 0.373467 | -1.689547 |
| 4 | -1.518207 | -1.354855 | -0.648791 | 1.105511 | 0.073048 | -0.782488 | 1.742676 | -1.245415 | 0.794416 | 0.193589 | 0.135833 |
| 5 | 0.341583 | 0.144098 | 0.010692 | -1.129219 | 0.438044 | -0.478181 | 1.624804 | 1.107569 | 0.802662 | -1.259399 | -0.645953 |
| 6 | 0.819684 | 1.250001 | 0.008733 | -1.636844 | -0.700574 | -1.387322 | -0.272294 | -0.072529 | 0.886589 | 0.571122 | -2.083290 |
| 7 | 1.206977 | 0.601031 | 1.719197 | -1.403596 | -1.519120 | -0.845983 | -0.388741 | 0.258186 | -0.930300 | -1.576993 | -2.156579 |
| 8 | -0.205958 | -0.423698 | -0.013616 | 0.430192 | 0.634986 | -0.297900 | 0.738446 | -1.409888 | -1.231850 | -0.895938 | 1.014112 |
| 9 | -1.398865 | -1.369770 | -0.405049 | -0.252791 | 1.155392 | 1.155179 | 1.734385 | 1.411908 | 1.063601 | 1.207383 | -0.077087 |
Last rows
| oz1 | oz2 | oz3 | oz4 | oz5 | oz6 | oz7 | oz8 | oz9 | oz10 | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 240 | -2.006830 | -1.649405 | -1.518284 | -0.879869 | 0.519381 | 1.119448 | -0.400449 | -0.843170 | -0.028537 | 0.171420 | -0.075856 |
| 241 | -2.003600 | -1.693689 | -0.980760 | 1.414265 | 1.256335 | 1.372130 | -1.535872 | -1.072072 | -1.219884 | 1.559452 | 0.580195 |
| 242 | -1.507372 | -1.526494 | -0.367356 | 1.583090 | -0.580396 | -1.540512 | -1.269655 | -0.833076 | -0.947122 | -1.679374 | 0.088787 |
| 243 | 0.627586 | 1.373261 | -1.285480 | 0.507399 | -1.820587 | -1.342491 | 0.544561 | 0.661204 | 1.044935 | -0.881370 | -1.213133 |
| 244 | -0.393317 | 0.244696 | -1.366464 | 1.120888 | 0.619298 | -1.193014 | 1.111937 | 0.962382 | -0.368778 | 0.205990 | 1.651402 |
| 245 | -0.079063 | 0.149709 | -1.061411 | 0.007995 | -0.629049 | -1.363197 | -1.500028 | -0.157028 | 0.202650 | 0.582198 | 0.403932 |
| 246 | -0.510637 | -0.459725 | -0.314452 | -1.508194 | 1.518732 | 0.334832 | -0.307794 | 0.057009 | -1.505042 | -0.300625 | 0.498274 |
| 247 | -0.028460 | -0.527215 | 0.684542 | -1.474210 | -1.080138 | -0.946441 | 1.464589 | 1.581713 | -0.146230 | -1.696140 | -0.219763 |
| 248 | 1.456292 | 1.303576 | 1.641846 | -1.089762 | 0.403008 | -0.942314 | -1.002281 | 0.652372 | 1.217530 | -0.425818 | 0.381331 |
| 249 | -0.179755 | -0.296643 | 0.492243 | -0.407696 | -1.286957 | -0.504488 | 1.128474 | 0.628511 | 0.134796 | 0.903395 | 0.149265 |